利用聚类技术和优化方法改进物联网传感器路由协议

Khalid A. Darabkh, Muna Al-Akhras
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摘要

在物联网(IoT)领域,提高网络寿命和减少能耗的紧迫性与日俱增。这种迫切性是由于能量有限的传感器节点(SN)给物联网带来了巨大的挑战,不仅缩短了传感器节点的寿命,而且消耗了更多的能量。有鉴于此,本研究论文提出了一种名为 "基于创新聚类能效均衡优化协议(ICEE-EO-P)"的新型协议。在这种方法中,矩形网络区域被细分为大小相等的六边形簇,每个簇使用 EO 算法选择自己的簇头(CH),该算法考虑了三个决定性指标,包括 SN 与 sink 的距离、剩余能量和簇内平均距离,以计算适配函数。ICEE-EO-P 是一种基于批处理的聚类协议,当任何一个 CH 的能量低于某个阈值时就会结束。ICEE-EO-P 的仿真结果非常令人鼓舞,表明我们提出的协议在提高网络寿命和剩余能量方面超越了同类协议。
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An Improved Routing Protocol for IoT Sensors Utilizing Clustering Techniques and Optimization Methods
In the realm of the Internet of Things (IoT), there is a growing urgency to enhance network longevity and minimize energy consumption. This urgency is driven by the fact that energy-limited Sensor Nodes (SNs) present an impressive challenge in IoT, which not only shortens the lifetime of SNs but also consumes more energy. In view of that, this research paper presents a novel protocol titled Innovative Clustering Energy Efficient Equilibrium Optimizer-based Protocol (ICEE-EO-P). In this approach, the rectangular network area is subdivided into equally-sized hexagonal clusters, each of which selects its own Cluster Head (CH) using the EO algorithm, which takes into account three decisive metrics, including the distance of SNs from the sink, their remaining energy, and the average intra-cluster distance, to calculate the fitness function. ICEE-EO-P is a batch-based clustering protocol that ends when the energy of any of the CH dips below a certain threshold. The simulation results of ICEE-EO-P are highly encouraging, demonstrating that our proposed protocol surpasses comparable protocols with regard to enhancing network longevity and remaining energy.
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